Characteristic Kernels on Groups and Semigroups (2009)
Fukumizu, K., Sriperumbudur, B.K., Gretton, A., Schölkopf, B.
Embeddings of random variables in reproducing kernel Hilbert spaces (RKHSs) may be used to conduct statistical inference based on higher order moments. For sufficiently rich (characteristic) RKHSs,...
RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics (2008)
Schölkopf, B., Sriperumbudur, B.K., Gretton, A., Fukumizu, K.
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Injective Hilbert Space Embeddings of Probability Measures (2008)
Sriperumbudur, B.K., Gretton, A., Fukumizu, K., Lanckriet, G., Schölkopf, B.
A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionality reduction, homogeneity testing and independence testing. This embedding...
RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics (2008)
Schölkopf, B., Sriperumbudur, B.K., Gretton, A., Fukumizu, K., Jetter, K., Smale, S., ...
Injective Hilbert Space Embeddings of Probability Measures (2008)
Sriperumbudur, B.K., Gretton, A., Fukumizu, K., Lanckriet, G., Schölkopf, B., Servedio, R. A., ...
A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionality reduction, homogeneity testing and independence testing. This embedding...